{"as_of":"2026-07-15T20:56:00Z","canonical_paper_id":"4VMBMWXW","canonical_url":"https://pith.science/paper/4VMBMWXW/integrity","context_digest":"sha256:adb90e3fa85016cdb3800c8d8f8fab5c0bd9f2759ce413c31cd8d9aa0f764d82","coverage_summary":[],"findings":[],"findings_empty_copy":"No checks are listed for this paper yet.","findings_observation_state":"no_listed_checks","links":{"arxiv":"https://arxiv.org/abs/1804.02485","bundle_json":"/pith/4VMBMWXWOCV6UHWOEE22CHG3ZG/bundle.json","citation_record":"/paper/4VMBMWXW/citation-record","evidence":"/evidence","html":"/paper/4VMBMWXW/integrity","integrity_json":"/paper/4VMBMWXW/integrity.json","json":"/paper/4VMBMWXW/integrity.json","legacy_integrity_json":"/pith/4VMBMWXW/integrity.json","paper":"/paper/4VMBMWXW","reference_changes":"/flags?citing=4VMBMWXW"},"paper":{"arxiv_id":"1804.02485","latest_version":1,"primary_cat":"stat.ML","title":"Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations"},"pith_number":"pith:2018:4VMBMWXWOCV6UHWOEE22CHG3ZG","pith_short":"4VMBMWXWOCV6UHWOEE22CHG3ZG","record":{"arxiv_id":"1804.02485","claim":"As of an unrecorded date, Pith completed 0 of 0 listed checks against arXiv:1804.02485. No listed check completed, so this record makes no findings claim.","counts":{"completed":0,"failed":0,"listed":0,"not_collected":0,"not_requested":0,"partial":0,"public_findings_from_completed":0,"skipped":0,"unavailable":0,"withheld":0},"coverage":[],"observed_at":null,"refusal":"This is a record of named checks, not a clean-status claim or a paper verdict.","schema":"pith.integrity.v1"},"schema":"pith.paper-integrity-record.v1","species":"LEDGER"}